Uninformed Students: Student-Teacher Anomaly Detection with Discriminative Latent Embeddings

6 November 2019

Papers citing "Uninformed Students: Student-Teacher Anomaly Detection with Discriminative Latent Embeddings"

50 / 115 papers shown

Title
Anomaly Detection via Gumbel Noise Score Matching Ahsan Mahmood Junier Oliva Martin Styner 24 1 0 06 Apr 2023
Industrial Anomaly Detection with Domain Shift: A Real-world Dataset and Masked Multi-scale Reconstruction Zilong Zhang Zhibin Zhao Xingwu Zhang Chuang Sun Xuefeng Chen 32 50 0 05 Apr 2023
Visual Anomaly Detection via Dual-Attention Transformer and Discriminative Flow Haiming Yao Wei Luo Wenyong Yu ViT 34 3 0 31 Mar 2023
EfficientAD: Accurate Visual Anomaly Detection at Millisecond-Level Latencies Kilian Batzner Lars Heckler Rebecca König 43 130 0 25 Mar 2023
Anomaly Detection under Distribution Shift T. Cao Jiawen Zhu Guansong Pang 48 26 0 24 Mar 2023
DiffusionAD: Norm-guided One-step Denoising Diffusion for Anomaly Detection Hui Zhang Zheng Wang Dan Zeng Zuxuan Wu Yu-Gang Jiang DiffM 45 24 0 15 Mar 2023
Learning Global-Local Correspondence with Semantic Bottleneck for Logical Anomaly Detection Haiming Yao Wenyong Yu Wei Luo Zhenfeng Qiang Donghao Luo Xiaotian Zhang 34 21 0 10 Mar 2023
PyramidFlow: High-Resolution Defect Contrastive Localization using Pyramid Normalizing Flow Jiarui Lei Xiao-Xiang Hu Yue Wang Dong Liu 43 59 0 05 Mar 2023
Few-Shot Defect Image Generation via Defect-Aware Feature Manipulation Yuxuan Duan Y. Hong Li Niu Liqing Zhang 48 51 0 04 Mar 2023
Two-stream Decoder Feature Normality Estimating Network for Industrial Anomaly Detection Chaewon Park Minhyeok Lee Suhwan Cho Donghyeon Kim Sangyoun Lee 19 4 0 20 Feb 2023
Explainable Anomaly Detection in Images and Videos: A Survey Yizhou Wang Dongliang Guo Sheng Li Octavia Camps Yun Fu 37 5 0 13 Feb 2023
$FractalAD: A simple industrial anomaly detection method using fractal anomaly generation and backbone knowledge distillation$ FractalAD: A simple industrial anomaly detection method using fractal anomaly generation and backbone knowledge distillation X. Xia Weijie Lv Xing He Nan Li Chuanqi Liu Ning Ding 41 1 0 30 Jan 2023
Multi-scale Feature Imitation for Unsupervised Anomaly Localization Chao Hu Shengxin Lai 19 0 0 12 Dec 2022
Prototypical Residual Networks for Anomaly Detection and Localization H. Zhang Zuxuan Wu Zihan Wang Zhineng Chen Yuwei Jiang UQCV AI4TS 35 62 0 05 Dec 2022
Lightning Fast Video Anomaly Detection via Adversarial Knowledge Distillation Florinel-Alin Croitoru Nicolae-Cătălin Ristea D. Dascalescu Radu Tudor Ionescu Fahad Shahbaz Khan M. Shah 43 2 0 28 Nov 2022
FRE: A Fast Method For Anomaly Detection And Segmentation I. Ndiour Nilesh A. Ahuja Ergin Utku Genc Omesh Tickoo 48 2 0 23 Nov 2022
DeSTSeg: Segmentation Guided Denoising Student-Teacher for Anomaly Detection Xuan Zhang Shiyu Li Xi Li Ping Huang Jiulong Shan Ting Chen 18 126 0 21 Nov 2022
Normal Reference Attention and Defective Feature Perception Network for Surface Defect Detection Wei Luo Haiming Yao Wenyong Yu 32 15 0 18 Nov 2022
Siamese Transition Masked Autoencoders as Uniform Unsupervised Visual Anomaly Detector Haiming Yao Xue Wang Wenyong Yu 29 9 0 01 Nov 2022
Teacher-Student Network for 3D Point Cloud Anomaly Detection with Few Normal Samples Jianjian Qin Chunzhi Gu Junzhou Yu Chaoxi Zhang 3DPC 29 12 0 31 Oct 2022
Teacher-Student Architecture for Knowledge Learning: A Survey Chengming Hu Xuan Li Dan Liu Xi Chen Ju Wang Xue Liu 20 35 0 28 Oct 2022
Reconstruction from edge image combined with color and gradient difference for industrial surface anomaly detection Tongkun Liu Bing Li Zhu Zhao Xiaoyu Du Bin Jiang Leqi Geng 28 35 0 26 Oct 2022
Learning image representations for anomaly detection: application to discovery of histological alterations in drug development I. Zingman B. Stierstorfer C. Lempp Fabian Heinemann OOD MedIm 27 11 0 14 Oct 2022
Reconstructed Student-Teacher and Discriminative Networks for Anomaly Detection Shinji Yamada Satoshi Kamiya Kazuhiro Hotta 29 29 0 14 Oct 2022
Self-Supervised Guided Segmentation Framework for Unsupervised Anomaly Detection Peng-Fei Xing Yanpeng Sun Zechao Li 30 12 0 26 Sep 2022
Self-Supervised Masked Convolutional Transformer Block for Anomaly Detection Neelu Madan Nicolae-Cătălin Ristea Radu Tudor Ionescu Kamal Nasrollahi Fahad Shahbaz Khan T. Moeslund M. Shah ViT MedIm 264 61 0 25 Sep 2022
ADTR: Anomaly Detection Transformer with Feature Reconstruction Zhiyuan You Kai Yang Wenhan Luo Lei Cui Yu Zheng Xinyi Le ViT 37 42 0 05 Sep 2022
Locality-aware Attention Network with Discriminative Dynamics Learning for Weakly Supervised Anomaly Detection Yujiang Pu Xiaoyu Wu 24 11 0 11 Aug 2022
DSR -- A dual subspace re-projection network for surface anomaly detection Vitjan Zavrtanik Matej Kristan D. Skočaj 28 103 0 02 Aug 2022
Augment to Detect Anomalies with Continuous Labelling Vahid Reza Khazaie A. Wong Y. Mohsenzadeh 25 1 0 03 Jul 2022
Self-Supervised Training with Autoencoders for Visual Anomaly Detection Alexander Bauer Shinichi Nakajima Klaus-Robert Müller 24 9 0 23 Jun 2022
CFA: Coupled-hypersphere-based Feature Adaptation for Target-Oriented Anomaly Localization Sungwook Lee Seunghyun Lee B. Song 26 179 0 09 Jun 2022
An efficient semi-supervised quality control system trained using physics-based MRI-artefact generators and adversarial training D. Ravì F. Barkhof Daniel C. Alexander Lemuel Puglisi Geoffrey J. M. Parker Arman Eshaghi MedIm 27 4 0 07 Jun 2022
Attack-Agnostic Adversarial Detection Jiaxin Cheng Mohamed Hussein J. Billa Wael AbdAlmageed AAML 26 0 0 01 Jun 2022
Self-Supervised Masking for Unsupervised Anomaly Detection and Localization Chaoqin Huang Qinwei Xu Yanfeng Wang Yu Wang Ya Zhang 37 66 0 13 May 2022
Discriminative Feature Learning Framework with Gradient Preference for Anomaly Detection Muhao Xu Xueying Zhou Xizhan Gao Wei-Xiong He Sijie Niu 29 7 0 23 Apr 2022
AFSC: Adaptive Fourier Space Compression for Anomaly Detection Haote Xu Yunlong Zhang Liyan Sun Chenxin Li Yue Huang Xinghao Ding MedIm 33 11 0 17 Apr 2022
Catching Both Gray and Black Swans: Open-set Supervised Anomaly Detection Choubo Ding Guansong Pang Chunhua Shen OOD 24 112 0 28 Mar 2022
Generative Cooperative Learning for Unsupervised Video Anomaly Detection M. Zaheer Arif Mahmood M. H. Khan Mattia Segu Feng Yu Seung-Ik Lee AI4TS 27 130 0 08 Mar 2022
Constrained unsupervised anomaly segmentation Julio Silva-Rodríguez Valery Naranjo Jose Dolz 18 23 0 03 Mar 2022
Anomaly Detection in 3D Point Clouds using Deep Geometric Descriptors Paul Bergmann David Sattlegger 3DPC 36 57 0 23 Feb 2022
On the Pitfalls of Using the Residual Error as Anomaly Score Felix Meissen Benedikt Wiestler Georgios Kaissis Daniel Rueckert UQCV 29 11 0 08 Feb 2022
Anomaly Detection via Reverse Distillation from One-Class Embedding Hanqiu Deng Xingyu Li UQCV 119 449 0 26 Jan 2022
Anomaly Clustering: Grouping Images into Coherent Clusters of Anomaly Types Kihyuk Sohn Jinsung Yoon Chun-Liang Li Chen-Yu Lee Tomas Pfister 22 18 0 21 Dec 2021
Deep Graph-level Anomaly Detection by Glocal Knowledge Distillation Rongrong Ma Guansong Pang Ling-Hao Chen Anton Van Den Hengel 29 91 0 19 Dec 2021
Transformaly -- Two (Feature Spaces) Are Better Than One M. Cohen S. Avidan ViT 13 27 0 08 Dec 2021
Data Invariants to Understand Unsupervised Out-of-Distribution Detection Lars Doorenbos Raphael Sznitman Pablo Márquez-Neila OODD 27 6 0 26 Nov 2021
AnoSeg: Anomaly Segmentation Network Using Self-Supervised Learning J. Song Kyeongbo Kong Ye In Park Seonggyun Kim Suk-Ju Kang 23 46 0 07 Oct 2021
Y-GAN: Learning Dual Data Representations for Efficient Anomaly Detection Marija Ivanovska Vitomir Štruc 25 2 0 28 Sep 2021
Visual Anomaly Detection for Images: A Survey Jie Yang Rui Xu Zhiquan Qi Yong Shi 25 35 0 27 Sep 2021